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Improving Accuracy with Multiple Sensors:Study of Redundant MEMS-IMU/GPS Configurations

机译:使用多个传感器提高精度:冗余MEMS-IMU / GPS配置研究

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摘要

Although experimental results have demonstrated that redundant MEMS-IMUs integrated with GPS are an efficient way to improve navigation performances,the precise relationship between the number of sensors employed and the accuracy enhancement remains unclear.This article aims at demonstrating,with the help of simulations,that multiple MEMS-IMU systems can be designed according to specifica- tions.This enables to better define the relationship between the number of sensors employed and the accuracy improve- ment as well as to ascertain the precise number of sensors needed to fulfill the system’s requirements.This proves to be highly helpful in designing navigation systems for applications that require a specific precision.This article also aims at demonstrating the impact of sensors’orientation on the system performances.To achieve this,a new method based on partial redundancies is introduced to formalize the determination of optimal geometry of multi-IMU systems.It shows that, when dealing with IMU triads,the optimality of such systems is independent of the geometry between them.This result, moreover,presents important practical implications since it demonstrates that complicated geometries,traditionally em- ployed in such systems,can be avoided.Additionally,it also proves that navigation performances obtained by simulations with a certain number of sensors are valid independently from orientation amongst these sensors.
机译:尽管实验结果表明,与GPS集成的冗余MEMS-IMU是提高导航性能的有效方法,但仍不清楚所采用的传感器数量与精度提高之间的精确关系。本文旨在通过仿真演示,可以根据规格设计多个MEMS-IMU系统。这可以更好地定义所采用的传感器数量与精度提高之间的关系,并确定满足系统要求所需的传感器精确数量事实证明,这对于为需要特定精度的应用程序设计导航系统非常有帮助。本文还旨在演示传感器方向对系统性能的影响。为此,引入了一种基于局部冗余的新方法来实现此目的。正式确定了多个IMU系统的最佳几何形状。使用IMU三合一,此类系统的最佳性与它们之间的几何形状无关。此外,此结果还具有重要的实际意义,因为它表明可以避免传统上在此类系统中采用的复杂几何形状。证明通过使用一定数量的传感器进行仿真获得的导航性能独立于这些传感器的方向是有效的。

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